560_bodyfat

Dataset statistics

Number of variables	15
Number of observations	252
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	29.7 KiB
Average record size in memory	120.5 B

Variable types

NUM	15

Reproduction

Analysis started	2020-08-25 00:04:07.019554
Analysis finished	2020-08-25 00:04:38.813014
Duration	31.79 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`Abdomen` is highly correlated with `Chest`	High correlation
`Chest` is highly correlated with `Abdomen`	High correlation
`Hip` is highly correlated with `Weight`	High correlation
`Weight` is highly correlated with `Hip`	High correlation
`target` is highly correlated with `Density`	High correlation
`Density` is highly correlated with `target`	High correlation

Density
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	218
Unique (%)	86.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.055573810187597
Minimum	0.9950000047683716
Maximum	1.10889995098114
Zeros	0
Zeros (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0.9950000048
5-th percentile	1.025709975
Q1	1.041399956
median	1.05490005
Q3	1.0704
95-th percentile	1.085344976
Maximum	1.108899951
Range	0.1138999462
Interquartile range (IQR)	0.02900004387

Descriptive statistics

Standard deviation	0.01903143025
Coefficient of variation (CV)	0.01802946422
Kurtosis	-0.309619783
Mean	1.05557381
Median Absolute Deviation (MAD)	0.01404994726
Skewness	-0.0201763089
Sum	266.0046002
Variance	0.0003621953372

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.06099999	4	1.6%
1.041399956	3	1.2%
1.048400044	3	1.2%
1.052399993	3	1.2%
1.058699965	2	0.8%
1.040300012	2	0.8%
1.024999976	2	0.8%
1.046200037	2	0.8%
1.047700047	2	0.8%
1.037299991	2	0.8%
1.039899945	2	0.8%
1.066599965	2	0.8%
1.05490005	2	0.8%
1.077499986	2	0.8%
1.067800045	2	0.8%
1.042400002	2	0.8%
1.064800024	2	0.8%
1.052000046	2	0.8%
1.034000039	2	0.8%
1.060299993	2	0.8%
1.054299951	2	0.8%
1.038400054	2	0.8%
1.050199986	2	0.8%
1.057500005	2	0.8%
1.0704	2	0.8%
Other values (193)	197	78.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.9950000048	1	0.4%
1.010100007	1	0.4%
1.014000058	1	0.4%
1.018000007	1	0.4%
1.020200014	1	0.4%
1.020699978	1	0.4%
1.020900011	1	0.4%
1.021700025	1	0.4%
1.023599982	1	0.4%
1.024999976	2	0.8%

Value	Count	Frequency (%)
1.108899951	1	0.4%
1.099099994	1	0.4%
1.09829998	1	0.4%
1.092599988	1	0.4%
1.091099977	1	0.4%
1.090999961	1	0.4%
1.090600014	1	0.4%
1.090299964	1	0.4%
1.090000033	1	0.4%
1.08739996	1	0.4%

Age
Real number (ℝ_≥0)

Distinct count	51
Unique (%)	20.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	44.88492063492063
Minimum	22.0
Maximum	81.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	22
5-th percentile	25
Q1	35.75
median	43
Q3	54
95-th percentile	67
Maximum	81
Range	59
Interquartile range (IQR)	18.25

Descriptive statistics

Standard deviation	12.60203972
Coefficient of variation (CV)	0.2807633286
Kurtosis	-0.4164409143
Mean	44.88492063
Median Absolute Deviation (MAD)	8
Skewness	0.2835210973
Sum	11311
Variance	158.8114052

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
40	17	6.7%
43	13	5.2%
42	12	4.8%
47	11	4.4%
35	10	4.0%
55	10	4.0%
41	10	4.0%
44	9	3.6%
49	9	3.6%
54	8	3.2%
28	7	2.8%
27	7	2.8%
50	7	2.8%
46	6	2.4%
26	6	2.4%
62	5	2.0%
39	5	2.0%
48	5	2.0%
51	5	2.0%
72	5	2.0%
24	4	1.6%
34	4	1.6%
25	4	1.6%
31	4	1.6%
32	4	1.6%
Other values (26)	65	25.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
22	2	0.8%
23	4	1.6%
24	4	1.6%
25	4	1.6%
26	6	2.4%
27	7	2.8%
28	7	2.8%
29	2	0.8%
30	2	0.8%
31	4	1.6%

Value	Count	Frequency (%)
81	1	0.4%
74	1	0.4%
72	5	2.0%
70	2	0.8%
69	2	0.8%
68	1	0.4%
67	4	1.6%
66	2	0.8%
65	3	1.2%
64	4	1.6%

Weight
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	197
Unique (%)	78.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	178.92440468924386
Minimum	118.5
Maximum	363.1499938964844
Zeros	0
Zeros (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	118.5
5-th percentile	136.3875
Q1	159
median	176.5
Q3	197
95-th percentile	225.65
Maximum	363.1499939
Range	244.6499939
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	29.38915969
Coefficient of variation (CV)	0.1642546177
Kurtosis	5.269513004
Mean	178.9244047
Median Absolute Deviation (MAD)	19.375
Skewness	1.205262861
Sum	45088.94998
Variance	863.7227074

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
167	3	1.2%
184.25	3	1.2%
170.75	3	1.2%
177.25	3	1.2%
152.25	3	1.2%
179.75	3	1.2%
168	3	1.2%
172.75	3	1.2%
168.25	3	1.2%
200.25	2	0.8%
198.5	2	0.8%
223	2	0.8%
171.25	2	0.8%
127.5	2	0.8%
155.25	2	0.8%
206.5	2	0.8%
178.25	2	0.8%
202.25	2	0.8%
160.75	2	0.8%
159.25	2	0.8%
156.75	2	0.8%
167.5	2	0.8%
154.5	2	0.8%
162.75	2	0.8%
162.5	2	0.8%
Other values (172)	193	76.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
118.5	1	0.4%
125	1	0.4%
125.25	1	0.4%
125.75	1	0.4%
126.5	1	0.4%
127.5	2	0.8%
131.5	1	0.4%
133.25	1	0.4%
133.5	1	0.4%
134.25	1	0.4%

Value	Count	Frequency (%)
363.1499939	1	0.4%
262.75	1	0.4%
247.25	1	0.4%
244.25	1	0.4%
241.75	1	0.4%
241.25	1	0.4%
234.75	1	0.4%
234.25	1	0.4%
232.75	1	0.4%
230	1	0.4%

Height
Real number (ℝ_≥0)

Distinct count	48
Unique (%)	19.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	70.14880952380952
Minimum	29.5
Maximum	77.75
Zeros	0
Zeros (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	29.5
5-th percentile	65.8875
Q1	68.25
median	70
Q3	72.25
95-th percentile	74.5
Maximum	77.75
Range	48.25
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.662855788
Coefficient of variation (CV)	0.0522155089
Kurtosis	59.54430209
Mean	70.14880952
Median Absolute Deviation (MAD)	2
Skewness	-5.384986544
Sum	17677.5
Variance	13.41651252

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
71.5	14	5.6%
69.5	12	4.8%
72.25	12	4.8%
69.25	12	4.8%
67.5	11	4.4%
70	10	4.0%
69.75	9	3.6%
67.75	8	3.2%
70.5	7	2.8%
71.25	7	2.8%
68.75	7	2.8%
68.25	7	2.8%
68.5	7	2.8%
73.5	7	2.8%
72	7	2.8%
71.75	6	2.4%
68	6	2.4%
70.75	6	2.4%
65.75	6	2.4%
70.25	6	2.4%
67.25	6	2.4%
72.75	6	2.4%
74.5	6	2.4%
69	5	2.0%
72.5	5	2.0%
Other values (23)	57	22.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
29.5	1	0.4%
64	2	0.8%
64.75	1	0.4%
65	1	0.4%
65.5	2	0.8%
65.75	6	2.4%
66	2	0.8%
66.25	1	0.4%
66.5	2	0.8%
66.75	4	1.6%

Value	Count	Frequency (%)
77.75	1	0.4%
77.5	1	0.4%
76	2	0.8%
75.5	1	0.4%
75.25	1	0.4%
75	1	0.4%
74.75	2	0.8%
74.5	6	2.4%
74.25	5	2.0%
74	4	1.6%

Neck
Real number (ℝ_≥0)

Distinct count	90
Unique (%)	35.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	37.99206362073384
Minimum	31.10000038146973
Maximum	51.20000076293945
Zeros	0
Zeros (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	31.10000038
5-th percentile	34.25499992
Q1	36.40000153
median	38
Q3	39.42500114
95-th percentile	41.84500027
Maximum	51.20000076
Range	20.10000038
Interquartile range (IQR)	3.024999619

Descriptive statistics

Standard deviation	2.430913225
Coefficient of variation (CV)	0.06398476401
Kurtosis	2.719615815
Mean	37.99206362
Median Absolute Deviation (MAD)	1.599998474
Skewness	0.5526199398
Sum	9574.000032
Variance	5.909339108

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
38.5	12	4.8%
38	10	4.0%
37.40000153	8	3.2%
38.70000076	7	2.8%
36.5	7	2.8%
37.79999924	7	2.8%
35.5	6	2.4%
40.79999924	6	2.4%
36.29999924	5	2.0%
38.29999924	5	2.0%
38.40000153	5	2.0%
42.09999847	5	2.0%
40.20000076	5	2.0%
37.5	5	2.0%
36.40000153	5	2.0%
39.40000153	5	2.0%
38.09999847	4	1.6%
37.90000153	4	1.6%
36.90000153	4	1.6%
35.20000076	4	1.6%
37	4	1.6%
40.70000076	4	1.6%
38.90000153	4	1.6%
36	4	1.6%
37.70000076	4	1.6%
Other values (65)	113	44.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
31.10000038	1	0.4%
31.5	1	0.4%
32.79999924	1	0.4%
33.20000076	1	0.4%
33.40000153	1	0.4%
33.59999847	1	0.4%
33.79999924	1	0.4%
33.90000153	1	0.4%
34	3	1.2%
34.09999847	1	0.4%

Value	Count	Frequency (%)
51.20000076	1	0.4%
43.90000153	1	0.4%
43.20000076	1	0.4%
42.79999924	1	0.4%
42.5	1	0.4%
42.09999847	5	2.0%
42	1	0.4%
41.90000153	2	0.8%
41.79999924	2	0.8%
41.5	2	0.8%

Chest
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	174
Unique (%)	69.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	100.82420621599469
Minimum	79.30000305175781
Maximum	136.19999694824222
Zeros	0
Zeros (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	79.30000305
5-th percentile	89.01999969
Q1	94.35000038
median	99.64999771
Q3	105.3750019
95-th percentile	116.3400017
Maximum	136.1999969
Range	56.8999939
Interquartile range (IQR)	11.02500153

Descriptive statistics

Standard deviation	8.430475619
Coefficient of variation (CV)	0.08361559129
Kurtosis	0.9872818955
Mean	100.8242062
Median Absolute Deviation (MAD)	5.649997711
Skewness	0.6815556539
Sum	25407.69997
Variance	71.07291917

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
102.6999969	5	2.0%
99.09999847	5	2.0%
94	4	1.6%
97.80000305	4	1.6%
99.59999847	4	1.6%
98.90000153	4	1.6%
89.19999695	3	1.2%
92.30000305	3	1.2%
105.5999985	3	1.2%
92.90000153	3	1.2%
101.8000031	3	1.2%
93.5	3	1.2%
97.40000153	3	1.2%
107.5999985	3	1.2%
105.3000031	3	1.2%
102	3	1.2%
104	3	1.2%
91.59999847	2	0.8%
97.30000305	2	0.8%
92.19999695	2	0.8%
93.30000305	2	0.8%
104.3000031	2	0.8%
101.9000015	2	0.8%
103.6999969	2	0.8%
99.19999695	2	0.8%
Other values (149)	177	70.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
79.30000305	1	0.4%
83.40000153	1	0.4%
85.09999847	1	0.4%
86	1	0.4%
86.69999695	1	0.4%
87.59999847	1	0.4%
87.69999695	1	0.4%
88.19999695	1	0.4%
88.5	2	0.8%
88.59999847	1	0.4%

Value	Count	Frequency (%)
136.1999969	1	0.4%
128.3000031	1	0.4%
121.5999985	1	0.4%
119.9000015	1	0.4%
119.8000031	1	0.4%
119.6999969	1	0.4%
119.5999985	1	0.4%
119.1999969	1	0.4%
118.5	1	0.4%
118.3000031	1	0.4%

Abdomen
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	185
Unique (%)	73.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	92.55595240517268
Minimum	69.40000152587889
Maximum	148.10000610351562
Zeros	0
Zeros (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	69.40000153
5-th percentile	76.87499847
Q1	84.57499886
median	90.95000076
Q3	99.32499695
95-th percentile	110.7599995
Maximum	148.1000061
Range	78.70000458
Interquartile range (IQR)	14.74999809

Descriptive statistics

Standard deviation	10.783077
Coefficient of variation (CV)	0.1165033336
Kurtosis	2.248824452
Mean	92.55595241
Median Absolute Deviation (MAD)	7.350002289
Skewness	0.8384180224
Sum	23324.10001
Variance	116.2747497

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
89.69999695	4	1.6%
100.5	4	1.6%
88.69999695	4	1.6%
83.59999847	3	1.2%
82.80000305	3	1.2%
105	3	1.2%
98.59999847	3	1.2%
95	3	1.2%
92.40000153	3	1.2%
90.30000305	3	1.2%
99.80000305	3	1.2%
95.59999847	3	1.2%
100	3	1.2%
88.09999847	2	0.8%
88.19999695	2	0.8%
86.59999847	2	0.8%
77.59999847	2	0.8%
79.40000153	2	0.8%
101.3000031	2	0.8%
86.40000153	2	0.8%
89.59999847	2	0.8%
86.09999847	2	0.8%
91.59999847	2	0.8%
90.90000153	2	0.8%
87.59999847	2	0.8%
Other values (160)	186	73.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
69.40000153	1	0.4%
70.40000153	1	0.4%
72.80000305	1	0.4%
73.69999695	1	0.4%
73.90000153	1	0.4%
74.59999847	1	0.4%
75	1	0.4%
76	2	0.8%
76.30000305	1	0.4%
76.40000153	1	0.4%

Value	Count	Frequency (%)
148.1000061	1	0.4%
126.1999969	1	0.4%
122.0999985	1	0.4%
118	1	0.4%
115.9000015	1	0.4%
115.5999985	1	0.4%
113.9000015	1	0.4%
113.8000031	1	0.4%
113.6999969	1	0.4%
113.4000015	1	0.4%

Hip
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	152
Unique (%)	60.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	99.90476184421115
Minimum	85.0
Maximum	147.6999969482422
Zeros	0
Zeros (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	85
5-th percentile	89.15499763
Q1	95.5
median	99.30000305
Q3	103.5249996
95-th percentile	112.1250015
Maximum	147.6999969
Range	62.69999695
Interquartile range (IQR)	8.024999619

Descriptive statistics

Standard deviation	7.164057742
Coefficient of variation (CV)	0.07170887163
Kurtosis	7.471349889
Mean	99.90476184
Median Absolute Deviation (MAD)	3.899997711
Skewness	1.497127145
Sum	25175.99998
Variance	51.32372333

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
98.30000305	7	2.8%
100.5999985	6	2.4%
99.30000305	5	2.0%
96.19999695	5	2.0%
94.5	4	1.6%
102.5	4	1.6%
94	3	1.2%
97.09999847	3	1.2%
104.0999985	3	1.2%
99.19999695	3	1.2%
99.59999847	3	1.2%
98.69999695	3	1.2%
96.09999847	3	1.2%
101.5999985	3	1.2%
96.90000153	3	1.2%
95.59999847	3	1.2%
101.6999969	3	1.2%
97.80000305	3	1.2%
95.5	2	0.8%
88.59999847	2	0.8%
100.6999969	2	0.8%
95.19999695	2	0.8%
96.40000153	2	0.8%
108.8000031	2	0.8%
98.40000153	2	0.8%
Other values (127)	171	67.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
85	1	0.4%
85.30000305	1	0.4%
87.19999695	1	0.4%
87.5	1	0.4%
87.59999847	1	0.4%
88.19999695	1	0.4%
88.5	2	0.8%
88.59999847	2	0.8%
88.80000305	1	0.4%
89	1	0.4%

Value	Count	Frequency (%)
147.6999969	1	0.4%
125.5999985	1	0.4%
116.0999985	1	0.4%
115.5	1	0.4%
114.4000015	2	0.8%
114.3000031	1	0.4%
114.0999985	1	0.4%
113.9000015	2	0.8%
113.8000031	1	0.4%
112.8000031	1	0.4%

Thigh
Real number (ℝ_≥0)

Distinct count	139
Unique (%)	55.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	59.40595234764947
Minimum	47.20000076293945
Maximum	87.30000305175781
Zeros	0
Zeros (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	47.20000076
5-th percentile	51.15499973
Q1	56
median	59
Q3	62.34999943
95-th percentile	68.54499931
Maximum	87.30000305
Range	40.10000229
Interquartile range (IQR)	6.349999428

Descriptive statistics

Standard deviation	5.249952035
Coefficient of variation (CV)	0.0883741751
Kurtosis	2.66571581
Mean	59.40595235
Median Absolute Deviation (MAD)	3.099998474
Skewness	0.8212097089
Sum	14970.29999
Variance	27.56199637

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
58.90000153	7	2.8%
59.29999924	5	2.0%
57.5	5	2.0%
58.5	5	2.0%
54.70000076	5	2.0%
56	5	2.0%
57.40000153	4	1.6%
60.59999847	4	1.6%
60	4	1.6%
63.5	4	1.6%
54.29999924	4	1.6%
58.40000153	4	1.6%
59.09999847	4	1.6%
57.09999847	4	1.6%
63.70000076	3	1.2%
61.20000076	3	1.2%
63.40000153	3	1.2%
57.29999924	3	1.2%
62.09999847	3	1.2%
64.80000305	3	1.2%
56.79999924	3	1.2%
55.5	3	1.2%
60.70000076	3	1.2%
63.29999924	3	1.2%
55	3	1.2%
Other values (114)	155	61.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
47.20000076	1	0.4%
49.29999924	1	0.4%
49.59999847	1	0.4%
50	2	0.8%
50.09999847	2	0.8%
50.29999924	1	0.4%
50.59999847	1	0.4%
50.70000076	1	0.4%
50.79999924	1	0.4%
50.90000153	1	0.4%

Value	Count	Frequency (%)
87.30000305	1	0.4%
74.40000153	1	0.4%
72.90000153	1	0.4%
72.5	1	0.4%
71.19999695	2	0.8%
70.59999847	1	0.4%
69.80000305	1	0.4%
69.5	1	0.4%
69.19999695	1	0.4%
69	1	0.4%

Knee
Real number (ℝ_≥0)

Distinct count	90
Unique (%)	35.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	38.59047614203559
Minimum	33.0
Maximum	49.099998474121094
Zeros	0
Zeros (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	33
5-th percentile	34.79999924
Q1	36.97500038
median	38.5
Q3	39.92500114
95-th percentile	42.6449995
Maximum	49.09999847
Range	16.09999847
Interquartile range (IQR)	2.950000763

Descriptive statistics

Standard deviation	2.411804489
Coefficient of variation (CV)	0.06249740168
Kurtosis	1.061535308
Mean	38.59047614
Median Absolute Deviation (MAD)	1.5
Skewness	0.5167439978
Sum	9724.799988
Variance	5.816800891

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
39	9	3.6%
38.09999847	7	2.8%
37.29999924	7	2.8%
38.29999924	7	2.8%
38	7	2.8%
38.40000153	6	2.4%
38.70000076	6	2.4%
36.20000076	6	2.4%
39.40000153	6	2.4%
40	6	2.4%
38.20000076	5	2.0%
38.79999924	5	2.0%
39.20000076	5	2.0%
39.29999924	4	1.6%
36.5	4	1.6%
34.79999924	4	1.6%
38.59999847	4	1.6%
37.59999847	4	1.6%
39.59999847	4	1.6%
39.79999924	4	1.6%
40.59999847	4	1.6%
36.09999847	4	1.6%
37.5	4	1.6%
37.40000153	4	1.6%
39.70000076	4	1.6%
Other values (65)	122	48.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
33	1	0.4%
33.40000153	1	0.4%
33.5	1	0.4%
33.70000076	1	0.4%
34.20000076	1	0.4%
34.40000153	1	0.4%
34.5	2	0.8%
34.70000076	2	0.8%
34.79999924	4	1.6%
34.90000153	2	0.8%

Value	Count	Frequency (%)
49.09999847	1	0.4%
46	1	0.4%
45	1	0.4%
44.20000076	1	0.4%
44	1	0.4%
43.5	2	0.8%
43.29999924	2	0.8%
43.09999847	1	0.4%
42.79999924	1	0.4%
42.70000076	2	0.8%

Ankle
Real number (ℝ_≥0)

Distinct count	61
Unique (%)	24.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	23.10238097962879
Minimum	19.100000381469727
Maximum	33.900001525878906
Zeros	0
Zeros (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	19.10000038
5-th percentile	21
Q1	22
median	22.79999924
Q3	24
95-th percentile	25.44499979
Maximum	33.90000153
Range	14.80000114
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.694893501
Coefficient of variation (CV)	0.07336445115
Kurtosis	11.94519641
Mean	23.10238098
Median Absolute Deviation (MAD)	0.8999996185
Skewness	2.255134555
Sum	5821.800007
Variance	2.872663979

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
22.5	11	4.4%
22	11	4.4%
22.60000038	11	4.4%
21.79999924	10	4.0%
23.20000076	9	3.6%
22.70000076	9	3.6%
24	8	3.2%
21.5	8	3.2%
22.39999962	8	3.2%
24.60000038	8	3.2%
23.39999962	8	3.2%
21.89999962	8	3.2%
22.89999962	7	2.8%
22.10000038	7	2.8%
24.70000076	7	2.8%
22.29999924	7	2.8%
24.10000038	6	2.4%
21	6	2.4%
23	6	2.4%
24.79999924	5	2.0%
23.10000038	5	2.0%
23.79999924	5	2.0%
22.79999924	5	2.0%
23.60000038	4	1.6%
23.5	4	1.6%
Other values (36)	69	27.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
19.10000038	1	0.4%
19.70000076	1	0.4%
20.10000038	1	0.4%
20.20000076	1	0.4%
20.39999962	2	0.8%
20.5	1	0.4%
20.60000038	1	0.4%
20.79999924	1	0.4%
20.89999962	1	0.4%
21	6	2.4%

Value	Count	Frequency (%)
33.90000153	1	0.4%
33.70000076	1	0.4%
29.60000038	1	0.4%
27	1	0.4%
26.60000038	1	0.4%
26.29999924	1	0.4%
26	1	0.4%
25.89999962	1	0.4%
25.79999924	1	0.4%
25.60000038	2	0.8%

Biceps
Real number (ℝ_≥0)

Distinct count	104
Unique (%)	41.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	32.27341265905471
Minimum	24.79999923706055
Maximum	45.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	24.79999924
5-th percentile	27.61000042
Q1	30.20000076
median	32.04999924
Q3	34.32499981
95-th percentile	37.20000076
Maximum	45
Range	20.20000076
Interquartile range (IQR)	4.124999046

Descriptive statistics

Standard deviation	3.021273781
Coefficient of variation (CV)	0.09361494592
Kurtosis	0.498498406
Mean	32.27341266
Median Absolute Deviation (MAD)	1.949999809
Skewness	0.2855299565
Sum	8132.89999
Variance	9.128095258

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
30.5	7	2.8%
31.60000038	7	2.8%
31.39999962	5	2.0%
32.5	5	2.0%
31	5	2.0%
30.10000038	5	2.0%
30.29999924	4	1.6%
35.09999847	4	1.6%
27.89999962	4	1.6%
33.59999847	4	1.6%
31.70000076	4	1.6%
32.90000153	4	1.6%
29.39999962	4	1.6%
35.59999847	4	1.6%
30.60000038	4	1.6%
32.09999847	4	1.6%
28.79999924	4	1.6%
35.29999924	4	1.6%
32.40000153	4	1.6%
31.29999924	4	1.6%
33.5	4	1.6%
37.20000076	4	1.6%
33.29999924	4	1.6%
29.20000076	3	1.2%
29.70000076	3	1.2%
Other values (79)	144	57.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
24.79999924	1	0.4%
25.29999924	1	0.4%
25.60000038	1	0.4%
25.79999924	1	0.4%
26	1	0.4%
26.10000038	1	0.4%
26.70000076	1	0.4%
26.79999924	1	0.4%
27	2	0.8%
27.29999924	1	0.4%

Value	Count	Frequency (%)
45	1	0.4%
39.09999847	1	0.4%
38.5	2	0.8%
38.40000153	1	0.4%
38.20000076	1	0.4%
37.70000076	1	0.4%
37.5	2	0.8%
37.29999924	2	0.8%
37.20000076	4	1.6%
37.09999847	2	0.8%

Forearm
Real number (ℝ_≥0)

Distinct count	77
Unique (%)	30.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	28.663888878292507
Minimum	21.0
Maximum	34.900001525878906
Zeros	0
Zeros (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	21
5-th percentile	25.70000076
Q1	27.29999924
median	28.70000076
Q3	30
95-th percentile	31.74500008
Maximum	34.90000153
Range	13.90000153
Interquartile range (IQR)	2.700000763

Descriptive statistics

Standard deviation	2.020691175
Coefficient of variation (CV)	0.07049605806
Kurtosis	0.8663093674
Mean	28.66388888
Median Absolute Deviation (MAD)	1.399999619
Skewness	-0.2193326386
Sum	7223.299997
Variance	4.083192823

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
29.60000038	9	3.6%
27.29999924	9	3.6%
29.79999924	9	3.6%
27.39999962	7	2.8%
29.20000076	7	2.8%
30	6	2.4%
26.29999924	6	2.4%
28.39999962	6	2.4%
30.10000038	6	2.4%
30.29999924	5	2.0%
28.70000076	5	2.0%
27.70000076	5	2.0%
27.79999924	5	2.0%
28.29999924	5	2.0%
29	5	2.0%
28.20000076	5	2.0%
28	5	2.0%
29.29999924	5	2.0%
27.5	5	2.0%
26.20000076	4	1.6%
25.70000076	4	1.6%
27.20000076	4	1.6%
30.70000076	4	1.6%
29.39999962	4	1.6%
28.89999962	4	1.6%
Other values (52)	113	44.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21	1	0.4%
22	1	0.4%
23.10000038	2	0.8%
24.60000038	1	0.4%
24.79999924	1	0.4%
25.20000076	3	1.2%
25.5	1	0.4%
25.70000076	4	1.6%
25.79999924	2	0.8%
25.89999962	3	1.2%

Value	Count	Frequency (%)
34.90000153	1	0.4%
33.79999924	1	0.4%
33.70000076	1	0.4%
33.09999847	1	0.4%
32.79999924	1	0.4%
32.70000076	1	0.4%
32.59999847	1	0.4%
32.5	1	0.4%
32.40000153	1	0.4%
32	1	0.4%

Wrist
Real number (ℝ_≥0)

Distinct count	44
Unique (%)	17.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	18.22976189189487
Minimum	15.800000190734865
Maximum	21.399999618530273
Zeros	0
Zeros (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	15.80000019
5-th percentile	16.79999924
Q1	17.60000038
median	18.29999924
Q3	18.79999924
95-th percentile	19.79999924
Maximum	21.39999962
Range	5.599999428
Interquartile range (IQR)	1.199998856

Descriptive statistics

Standard deviation	0.9335849129
Coefficient of variation (CV)	0.05121212874
Kurtosis	0.3956771771
Mean	18.22976189
Median Absolute Deviation (MAD)	0.5999984741
Skewness	0.2816137782
Sum	4593.899997
Variance	0.8715807896

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
18.79999924	18	7.1%
18.5	16	6.3%
17.70000076	15	6.0%
18.39999962	14	5.6%
18.20000076	13	5.2%
17.39999962	12	4.8%
18.29999924	11	4.4%
17.60000038	10	4.0%
19	10	4.0%
17.29999924	9	3.6%
18.10000038	9	3.6%
16.89999962	9	3.6%
18.70000076	8	3.2%
19.10000038	7	2.8%
17.79999924	6	2.4%
17.10000038	6	2.4%
17.89999962	6	2.4%
19.20000076	6	2.4%
18	6	2.4%
18.60000038	6	2.4%
16.5	5	2.0%
19.39999962	5	2.0%
19.5	4	1.6%
17	4	1.6%
17.20000076	4	1.6%
Other values (19)	33	13.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
15.80000019	1	0.4%
16.10000038	1	0.4%
16.29999924	1	0.4%
16.5	5	2.0%
16.60000038	2	0.8%
16.70000076	2	0.8%
16.79999924	2	0.8%
16.89999962	9	3.6%
17	4	1.6%
17.10000038	6	2.4%

Value	Count	Frequency (%)
21.39999962	2	0.8%
20.89999962	1	0.4%
20.39999962	1	0.4%
20.20000076	1	0.4%
20.10000038	2	0.8%
20	1	0.4%
19.89999962	3	1.2%
19.79999924	3	1.2%
19.70000076	3	1.2%
19.60000038	2	0.8%

target
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	176
Unique (%)	69.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	19.150793602305747
Minimum	0.0
Maximum	47.5
Zeros	1
Zeros (%)	0.4%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	6.054999948
Q1	12.4749999
median	19.20000076
Q3	25.29999924
95-th percentile	32.59999847
Maximum	47.5
Range	47.5
Interquartile range (IQR)	12.82499933

Descriptive statistics

Standard deviation	8.36874035
Coefficient of variation (CV)	0.4369918304
Kurtosis	-0.333811429
Mean	19.1507936
Median Absolute Deviation (MAD)	6.25
Skewness	0.1463530852
Sum	4825.999988
Variance	70.03581505

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
20.39999962	4	1.6%
25.79999924	3	1.2%
20.5	3	1.2%
16.5	3	1.2%
25.29999924	3	1.2%
8.800000191	3	1.2%
14.89999962	3	1.2%
9.399999619	3	1.2%
22.10000038	3	1.2%
19.20000076	3	1.2%
12.39999962	3	1.2%
23.60000038	3	1.2%
6.599999905	2	0.8%
20.10000038	2	0.8%
32.90000153	2	0.8%
32.59999847	2	0.8%
11.80000019	2	0.8%
17.70000076	2	0.8%
10.80000019	2	0.8%
18.10000038	2	0.8%
21.20000076	2	0.8%
32.29999924	2	0.8%
24.89999962	2	0.8%
15.19999981	2	0.8%
17.39999962	2	0.8%
Other values (151)	189	75.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.4%
0.6999999881	1	0.4%
3	1	0.4%
3.700000048	2	0.8%
3.900000095	1	0.4%
4	1	0.4%
4.099999905	1	0.4%
5.199999809	1	0.4%
5.300000191	1	0.4%
5.599999905	1	0.4%

Value	Count	Frequency (%)
47.5	1	0.4%
40.09999847	1	0.4%
38.09999847	1	0.4%
35.20000076	1	0.4%
35	1	0.4%
34.79999924	1	0.4%
34.5	1	0.4%
34.29999924	1	0.4%
33.59999847	1	0.4%
32.90000153	2	0.8%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	Density	Age	Weight	Height	Neck	Chest	Abdomen	Hip	Thigh	Knee	Ankle	Biceps	Forearm	Wrist	target
0	1.0708	23.0	154.25	67.75	36.200001	93.099998	85.199997	94.500000	59.000000	37.299999	21.900000	32.000000	27.400000	17.100000	12.300000
1	1.0853	22.0	173.25	72.25	38.500000	93.599998	83.000000	98.699997	58.700001	37.299999	23.400000	30.500000	28.900000	18.200001	6.100000
2	1.0414	22.0	154.00	66.25	34.000000	95.800003	87.900002	99.199997	59.599998	38.900002	24.000000	28.799999	25.200001	16.600000	25.299999
3	1.0751	26.0	184.75	72.25	37.400002	101.800003	86.400002	101.199997	60.099998	37.299999	22.799999	32.400002	29.400000	18.200001	10.400000
4	1.0340	24.0	184.25	71.25	34.400002	97.300003	100.000000	101.900002	63.200001	42.200001	24.000000	32.200001	27.700001	17.700001	28.700001
5	1.0502	24.0	210.25	74.75	39.000000	104.500000	94.400002	107.800003	66.000000	42.000000	25.600000	35.700001	30.600000	18.799999	20.900000
6	1.0549	26.0	181.00	69.75	36.400002	105.099998	90.699997	100.300003	58.400002	38.299999	22.900000	31.900000	27.799999	17.700001	19.200001
7	1.0704	25.0	176.00	72.50	37.799999	99.599998	88.500000	97.099998	60.000000	39.400002	23.200001	30.500000	29.000000	18.799999	12.400000
8	1.0900	25.0	191.00	74.00	38.099998	100.900002	82.500000	99.900002	62.900002	38.299999	23.799999	35.900002	31.100000	18.200001	4.100000
9	1.0722	23.0	198.25	73.50	42.099998	99.599998	88.599998	104.099998	63.099998	41.700001	25.000000	35.599998	30.000000	19.200001	11.700000

Last rows

	Density	Age	Weight	Height	Neck	Chest	Abdomen	Hip	Thigh	Knee	Ankle	Biceps	Forearm	Wrist	target
242	1.0304	66.0	234.25	72.00	41.400002	119.699997	109.000000	109.099998	63.700001	42.400002	24.600000	35.599998	30.700001	19.500000	30.400000
243	1.0256	67.0	227.75	72.75	41.299999	115.800003	113.400002	109.800003	65.599998	46.000000	25.400000	35.299999	29.799999	19.500000	32.599998
244	1.0334	67.0	199.50	68.50	40.700001	118.300003	106.099998	101.599998	58.200001	38.799999	24.100000	32.099998	29.299999	18.500000	29.000000
245	1.0641	68.0	155.50	69.25	36.299999	97.400002	84.300003	94.400002	54.299999	37.500000	22.600000	29.200001	27.299999	18.500000	15.200000
246	1.0308	69.0	215.50	70.50	40.799999	113.699997	107.599998	110.000000	63.299999	44.000000	22.600000	37.500000	32.599998	18.799999	30.200001
247	1.0736	70.0	134.25	67.00	34.900002	89.199997	83.599998	88.800003	49.599998	34.799999	21.500000	25.600000	25.700001	18.500000	11.000000
248	1.0236	72.0	201.00	69.75	40.900002	108.500000	105.000000	104.500000	59.599998	40.799999	23.200001	35.200001	28.600000	20.100000	33.599998
249	1.0328	72.0	186.75	66.00	38.900002	111.099998	111.500000	101.699997	60.299999	37.299999	21.500000	31.299999	27.200001	18.000000	29.299999
250	1.0399	72.0	190.75	70.50	38.900002	108.300003	101.300003	97.800003	56.000000	41.599998	22.700001	30.500000	29.400000	19.799999	26.000000
251	1.0271	74.0	207.50	70.00	40.799999	112.400002	108.500000	107.099998	59.299999	42.200001	24.600000	33.700001	30.000000	20.900000	31.900000

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows